Overview
Brought to you by YData
Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 878 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 123.5 KiB |
| Average record size in memory | 144.0 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 7 |
APACHE II is highly overall correlated with Age and 2 other fields | High correlation |
Age is highly overall correlated with APACHE II and 1 other fields | High correlation |
Age_cat is highly overall correlated with Age | High correlation |
Diagnosis is highly overall correlated with Diagnosis_cat | High correlation |
Diagnosis_cat is highly overall correlated with Diagnosis | High correlation |
Gender is highly overall correlated with Gender_cat | High correlation |
Gender_cat is highly overall correlated with Gender | High correlation |
LymC is highly overall correlated with NLCR and 1 other fields | High correlation |
Mortality is highly overall correlated with APACHE II and 1 other fields | High correlation |
NLCR is highly overall correlated with LymC | High correlation |
NeuC is highly overall correlated with WBCC | High correlation |
SOFA is highly overall correlated with APACHE II and 1 other fields | High correlation |
WBCC is highly overall correlated with LymC and 1 other fields | High correlation |
Mortality is highly imbalanced (75.8%) | Imbalance |
SOFA has 404 (46.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-19 09:48:54.735920 |
|---|---|
| Analysis finished | 2024-12-19 09:49:27.082168 |
| Duration | 32.35 seconds |
| Software version | ydata-profiling vv4.12.1 |
| Download configuration | config.json |
Variables
Age
Real number (ℝ)
High correlation 
| Distinct | 78 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.274487 |
| Minimum | 18 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.7 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 39 |
| median | 57 |
| Q3 | 70 |
| 95-th percentile | 85 |
| Maximum | 99 |
| Range | 81 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 19.216609 |
|---|---|
| Coefficient of variation (CV) | 0.34765784 |
| Kurtosis | -0.9042444 |
| Mean | 55.274487 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.10973703 |
| Sum | 48531 |
| Variance | 369.27805 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 59 | 28 | 3.2% |
| 69 | 22 | 2.5% |
| 58 | 22 | 2.5% |
| 63 | 21 | 2.4% |
| 52 | 21 | 2.4% |
| 80 | 20 | 2.3% |
| 64 | 20 | 2.3% |
| 51 | 20 | 2.3% |
| 39 | 19 | 2.2% |
| 57 | 19 | 2.2% |
| Other values (68) | 666 |
| Value | Count | Frequency (%) |
| 18 | 6 | |
| 19 | 7 | |
| 20 | 9 | |
| 21 | 5 | 0.6% |
| 22 | 14 | |
| 23 | 10 | |
| 24 | 11 | |
| 25 | 7 | |
| 26 | 12 | |
| 27 | 10 |
| Value | Count | Frequency (%) |
| 99 | 1 | 0.1% |
| 98 | 2 | 0.2% |
| 97 | 1 | 0.1% |
| 96 | 1 | 0.1% |
| 94 | 3 | 0.3% |
| 91 | 1 | 0.1% |
| 89 | 4 | 0.5% |
| 88 | 8 | |
| 87 | 10 | |
| 86 | 9 |
Gender
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.7 KiB |
| E | |
|---|---|
| K |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | E |
|---|---|
| 2nd row | E |
| 3rd row | E |
| 4th row | E |
| 5th row | E |
Common Values
| Value | Count | Frequency (%) |
| E | 525 | |
| K | 353 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| e | 525 | |
| k | 353 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 525 | |
| K | 353 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 878 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 525 | |
| K | 353 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 878 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 525 | |
| K | 353 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 878 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 525 | |
| K | 353 |
Diagnosis
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.7 KiB |
| EC | |
|---|---|
| M | |
| AC | 30 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.6617312 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | EC |
| 3rd row | M |
| 4th row | AC |
| 5th row | AC |
Common Values
| Value | Count | Frequency (%) |
| EC | 551 | |
| M | 297 | |
| AC | 30 | 3.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ec | 551 | |
| m | 297 | |
| ac | 30 | 3.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 581 | |
| E | 551 | |
| M | 297 | |
| A | 30 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 581 | |
| E | 551 | |
| M | 297 | |
| A | 30 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 581 | |
| E | 551 | |
| M | 297 | |
| A | 30 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 581 | |
| E | 551 | |
| M | 297 | |
| A | 30 | 2.1% |
APACHE II
Real number (ℝ)
High correlation 
| Distinct | 35 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.009112 |
| Minimum | 0 |
|---|---|
| Maximum | 34 |
| Zeros | 4 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 10 |
| Q3 | 14 |
| 95-th percentile | 25 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.4392545 |
|---|---|
| Coefficient of variation (CV) | 0.58490228 |
| Kurtosis | 0.98424134 |
| Mean | 11.009112 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.0783689 |
| Sum | 9666 |
| Variance | 41.463999 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 92 | 10.5% |
| 10 | 75 | 8.5% |
| 9 | 72 | 8.2% |
| 7 | 65 | 7.4% |
| 8 | 57 | 6.5% |
| 11 | 49 | 5.6% |
| 4 | 45 | 5.1% |
| 12 | 43 | 4.9% |
| 6 | 43 | 4.9% |
| 14 | 42 | 4.8% |
| Other values (25) | 295 |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.5% |
| 1 | 5 | 0.6% |
| 2 | 7 | 0.8% |
| 3 | 38 | |
| 4 | 45 | |
| 5 | 92 | |
| 6 | 43 | |
| 7 | 65 | |
| 8 | 57 | |
| 9 | 72 |
| Value | Count | Frequency (%) |
| 34 | 1 | 0.1% |
| 33 | 4 | |
| 32 | 1 | 0.1% |
| 31 | 3 | 0.3% |
| 30 | 4 | |
| 29 | 7 | |
| 28 | 6 | |
| 27 | 4 | |
| 26 | 6 | |
| 25 | 9 |
SOFA
Real number (ℝ)
High correlation  Zeros 
| Distinct | 11 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5284738 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 404 |
| Zeros (%) | 46.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.0603185 |
|---|---|
| Coefficient of variation (CV) | 1.347958 |
| Kurtosis | 2.9796836 |
| Mean | 1.5284738 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.7429532 |
| Sum | 1342 |
| Variance | 4.2449124 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 404 | |
| 2 | 164 | |
| 1 | 128 | 14.6% |
| 3 | 60 | 6.8% |
| 4 | 37 | 4.2% |
| 5 | 26 | 3.0% |
| 6 | 24 | 2.7% |
| 7 | 13 | 1.5% |
| 8 | 10 | 1.1% |
| 9 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 404 | |
| 1 | 128 | 14.6% |
| 2 | 164 | |
| 3 | 60 | 6.8% |
| 4 | 37 | 4.2% |
| 5 | 26 | 3.0% |
| 6 | 24 | 2.7% |
| 7 | 13 | 1.5% |
| 8 | 10 | 1.1% |
| 9 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 10 | 5 | 0.6% |
| 9 | 7 | 0.8% |
| 8 | 10 | 1.1% |
| 7 | 13 | 1.5% |
| 6 | 24 | 2.7% |
| 5 | 26 | 3.0% |
| 4 | 37 | 4.2% |
| 3 | 60 | 6.8% |
| 2 | 164 | |
| 1 | 128 |
WBCC
Real number (ℝ)
High correlation 
| Distinct | 698 |
|---|---|
| Distinct (%) | 79.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.010744 |
| Minimum | 1.37 |
|---|---|
| Maximum | 25.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.7 KiB |
Quantile statistics
| Minimum | 1.37 |
|---|---|
| 5-th percentile | 4.297 |
| Q1 | 7.655 |
| median | 10.525 |
| Q3 | 14.12 |
| 95-th percentile | 19.633 |
| Maximum | 25.6 |
| Range | 24.23 |
| Interquartile range (IQR) | 6.465 |
Descriptive statistics
| Standard deviation | 4.6427384 |
|---|---|
| Coefficient of variation (CV) | 0.4216553 |
| Kurtosis | -0.17212551 |
| Mean | 11.010744 |
| Median Absolute Deviation (MAD) | 3.19 |
| Skewness | 0.48731764 |
| Sum | 9667.433 |
| Variance | 21.55502 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.58 | 4 | 0.5% |
| 8.85 | 4 | 0.5% |
| 8.03 | 3 | 0.3% |
| 7.56 | 3 | 0.3% |
| 10.64 | 3 | 0.3% |
| 13.15 | 3 | 0.3% |
| 5.09 | 3 | 0.3% |
| 8.22 | 3 | 0.3% |
| 12.41 | 3 | 0.3% |
| 11.83 | 3 | 0.3% |
| Other values (688) | 846 |
| Value | Count | Frequency (%) |
| 1.37 | 1 | |
| 1.88 | 1 | |
| 2.02 | 1 | |
| 2.19 | 1 | |
| 2.31 | 1 | |
| 2.41 | 1 | |
| 2.49 | 1 | |
| 2.52 | 1 | |
| 2.53 | 1 | |
| 2.69 | 1 |
| Value | Count | Frequency (%) |
| 25.6 | 1 | |
| 25.21 | 1 | |
| 24.82 | 1 | |
| 24.41 | 1 | |
| 23.7 | 1 | |
| 23.07 | 1 | |
| 23.05 | 2 | |
| 22.95 | 1 | |
| 22.92 | 1 | |
| 22.8 | 1 |
NeuC
Real number (ℝ)
High correlation 
| Distinct | 670 |
|---|---|
| Distinct (%) | 76.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.2515945 |
| Minimum | 0.92 |
|---|---|
| Maximum | 21.33 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.7 KiB |
Quantile statistics
| Minimum | 0.92 |
|---|---|
| 5-th percentile | 3.367 |
| Q1 | 6.0525 |
| median | 8.69 |
| Q3 | 12.1 |
| 95-th percentile | 16.8375 |
| Maximum | 21.33 |
| Range | 20.41 |
| Interquartile range (IQR) | 6.0475 |
Descriptive statistics
| Standard deviation | 4.1180599 |
|---|---|
| Coefficient of variation (CV) | 0.44511894 |
| Kurtosis | -0.28058056 |
| Mean | 9.2515945 |
| Median Absolute Deviation (MAD) | 2.965 |
| Skewness | 0.48659089 |
| Sum | 8122.9 |
| Variance | 16.958418 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12.4 | 5 | 0.6% |
| 5.73 | 5 | 0.6% |
| 7.66 | 5 | 0.6% |
| 9.07 | 5 | 0.6% |
| 7.95 | 4 | 0.5% |
| 8.35 | 4 | 0.5% |
| 7.93 | 4 | 0.5% |
| 5.21 | 4 | 0.5% |
| 7.14 | 3 | 0.3% |
| 8.79 | 3 | 0.3% |
| Other values (660) | 836 |
| Value | Count | Frequency (%) |
| 0.92 | 1 | |
| 1.44 | 1 | |
| 1.54 | 1 | |
| 1.55 | 1 | |
| 1.64 | 1 | |
| 1.75 | 1 | |
| 1.8 | 1 | |
| 1.95 | 1 | |
| 1.99 | 1 | |
| 2.1 | 1 |
| Value | Count | Frequency (%) |
| 21.33 | 1 | |
| 21.05 | 1 | |
| 20.79 | 1 | |
| 20.62 | 1 | |
| 20.2 | 1 | |
| 20.1 | 1 | |
| 20 | 1 | |
| 19.69 | 1 | |
| 19.62 | 1 | |
| 19.59 | 1 |
LymC
Real number (ℝ)
High correlation 
| Distinct | 200 |
|---|---|
| Distinct (%) | 22.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.94917995 |
| Minimum | 0.11 |
|---|---|
| Maximum | 2.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.7 KiB |
Quantile statistics
| Minimum | 0.11 |
|---|---|
| 5-th percentile | 0.3 |
| Q1 | 0.58 |
| median | 0.86 |
| Q3 | 1.2375 |
| 95-th percentile | 1.9115 |
| Maximum | 2.3 |
| Range | 2.19 |
| Interquartile range (IQR) | 0.6575 |
Descriptive statistics
| Standard deviation | 0.48538434 |
|---|---|
| Coefficient of variation (CV) | 0.5113723 |
| Kurtosis | -0.12184409 |
| Mean | 0.94917995 |
| Median Absolute Deviation (MAD) | 0.32 |
| Skewness | 0.69553991 |
| Sum | 833.38 |
| Variance | 0.23559796 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.58 | 17 | 1.9% |
| 0.46 | 15 | 1.7% |
| 0.75 | 13 | 1.5% |
| 0.61 | 12 | 1.4% |
| 0.76 | 12 | 1.4% |
| 0.86 | 11 | 1.3% |
| 0.6 | 11 | 1.3% |
| 0.53 | 11 | 1.3% |
| 0.79 | 11 | 1.3% |
| 0.52 | 10 | 1.1% |
| Other values (190) | 755 |
| Value | Count | Frequency (%) |
| 0.11 | 2 | 0.2% |
| 0.13 | 2 | 0.2% |
| 0.14 | 1 | 0.1% |
| 0.16 | 2 | 0.2% |
| 0.17 | 1 | 0.1% |
| 0.18 | 4 | |
| 0.2 | 1 | 0.1% |
| 0.21 | 8 | |
| 0.22 | 2 | 0.2% |
| 0.23 | 3 | 0.3% |
| Value | Count | Frequency (%) |
| 2.3 | 2 | |
| 2.29 | 2 | |
| 2.27 | 1 | 0.1% |
| 2.26 | 1 | 0.1% |
| 2.24 | 1 | 0.1% |
| 2.23 | 4 | |
| 2.21 | 1 | 0.1% |
| 2.2 | 1 | 0.1% |
| 2.17 | 3 | |
| 2.14 | 1 | 0.1% |
NLCR
Real number (ℝ)
High correlation 
| Distinct | 853 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.421015 |
| Minimum | 1.4099379 |
|---|---|
| Maximum | 27.730159 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.7 KiB |
Quantile statistics
| Minimum | 1.4099379 |
|---|---|
| 5-th percentile | 3.9055321 |
| Q1 | 7.2431399 |
| median | 10.423026 |
| Q3 | 14.594867 |
| 95-th percentile | 23.082627 |
| Maximum | 27.730159 |
| Range | 26.320221 |
| Interquartile range (IQR) | 7.3517268 |
Descriptive statistics
| Standard deviation | 5.6053011 |
|---|---|
| Coefficient of variation (CV) | 0.49078836 |
| Kurtosis | 0.16219185 |
| Mean | 11.421015 |
| Median Absolute Deviation (MAD) | 3.5833333 |
| Skewness | 0.7906158 |
| Sum | 10027.651 |
| Variance | 31.419401 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 6 | 0.7% |
| 11 | 3 | 0.3% |
| 4.235294118 | 2 | 0.2% |
| 15 | 2 | 0.2% |
| 15.63043478 | 2 | 0.2% |
| 6 | 2 | 0.2% |
| 14.5 | 2 | 0.2% |
| 10.54545455 | 2 | 0.2% |
| 12.375 | 2 | 0.2% |
| 9.6 | 2 | 0.2% |
| Other values (843) | 853 |
| Value | Count | Frequency (%) |
| 1.409937888 | 1 | |
| 1.833333333 | 1 | |
| 1.846153846 | 1 | |
| 2.040229885 | 1 | |
| 2.051546392 | 1 | |
| 2.100436681 | 1 | |
| 2.12 | 1 | |
| 2.12962963 | 1 | |
| 2.341013825 | 1 | |
| 2.448780488 | 1 |
| Value | Count | Frequency (%) |
| 27.73015873 | 1 | |
| 27.66666667 | 1 | |
| 27.58823529 | 2 | |
| 27.07142857 | 1 | |
| 26.98076923 | 1 | |
| 26.72972973 | 1 | |
| 26.25806452 | 2 | |
| 26.24242424 | 1 | |
| 26.23529412 | 1 | |
| 26.16666667 | 1 |
PLTC
Real number (ℝ)
| Distinct | 311 |
|---|---|
| Distinct (%) | 35.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 183.40433 |
| Minimum | 13 |
|---|---|
| Maximum | 414 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.7 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 56 |
| Q1 | 123 |
| median | 182 |
| Q3 | 234 |
| 95-th percentile | 339.3 |
| Maximum | 414 |
| Range | 401 |
| Interquartile range (IQR) | 111 |
Descriptive statistics
| Standard deviation | 83.124719 |
|---|---|
| Coefficient of variation (CV) | 0.45323205 |
| Kurtosis | -0.31578696 |
| Mean | 183.40433 |
| Median Absolute Deviation (MAD) | 56 |
| Skewness | 0.33312748 |
| Sum | 161029 |
| Variance | 6909.7189 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 147 | 11 | 1.3% |
| 214 | 10 | 1.1% |
| 189 | 9 | 1.0% |
| 224 | 8 | 0.9% |
| 158 | 7 | 0.8% |
| 195 | 7 | 0.8% |
| 201 | 7 | 0.8% |
| 196 | 7 | 0.8% |
| 105 | 7 | 0.8% |
| 152 | 7 | 0.8% |
| Other values (301) | 798 |
| Value | Count | Frequency (%) |
| 13 | 1 | |
| 14 | 1 | |
| 23 | 1 | |
| 24 | 1 | |
| 26 | 1 | |
| 30 | 1 | |
| 33 | 1 | |
| 35 | 1 | |
| 36 | 1 | |
| 38 | 1 |
| Value | Count | Frequency (%) |
| 414 | 1 | 0.1% |
| 411 | 2 | |
| 404 | 1 | 0.1% |
| 400 | 1 | 0.1% |
| 394 | 1 | 0.1% |
| 393 | 1 | 0.1% |
| 392 | 3 | |
| 391 | 1 | 0.1% |
| 389 | 2 | |
| 382 | 1 | 0.1% |
MPV
Real number (ℝ)
| Distinct | 52 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.15213 |
| Minimum | 7.7 |
|---|---|
| Maximum | 12.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.7 KiB |
Quantile statistics
| Minimum | 7.7 |
|---|---|
| 5-th percentile | 8.7 |
| Q1 | 9.5 |
| median | 10.1 |
| Q3 | 10.7 |
| 95-th percentile | 11.8 |
| Maximum | 12.7 |
| Range | 5 |
| Interquartile range (IQR) | 1.2 |
Descriptive statistics
| Standard deviation | 0.93069812 |
|---|---|
| Coefficient of variation (CV) | 0.091675159 |
| Kurtosis | -0.13715545 |
| Mean | 10.15213 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 0.23663361 |
| Sum | 8913.57 |
| Variance | 0.86619899 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 56 | 6.4% |
| 9.6 | 39 | 4.4% |
| 10.1 | 39 | 4.4% |
| 10.2 | 37 | 4.2% |
| 10.4 | 37 | 4.2% |
| 10.7 | 35 | 4.0% |
| 10.6 | 35 | 4.0% |
| 9.9 | 34 | 3.9% |
| 11 | 32 | 3.6% |
| 9.8 | 30 | 3.4% |
| Other values (42) | 504 |
| Value | Count | Frequency (%) |
| 7.7 | 1 | 0.1% |
| 7.9 | 2 | 0.2% |
| 8 | 3 | 0.3% |
| 8.1 | 4 | 0.5% |
| 8.2 | 5 | |
| 8.3 | 3 | 0.3% |
| 8.4 | 1 | 0.1% |
| 8.5 | 8 | |
| 8.6 | 7 | |
| 8.7 | 12 |
| Value | Count | Frequency (%) |
| 12.7 | 4 | |
| 12.6 | 3 | 0.3% |
| 12.5 | 3 | 0.3% |
| 12.4 | 6 | |
| 12.3 | 2 | 0.2% |
| 12.2 | 4 | |
| 12.1 | 9 | |
| 12 | 4 | |
| 11.9 | 5 | |
| 11.8 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 200 | 22.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 200 | 22.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 200 | 22.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 878 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 200 | 22.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 878 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 200 | 22.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 878 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 200 | 22.8% |
LOS-ICU
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7938497 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2506267 |
|---|---|
| Coefficient of variation (CV) | 0.69717473 |
| Kurtosis | 1.7329815 |
| Mean | 1.7938497 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.6248408 |
| Sum | 1575 |
| Variance | 1.564067 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 538 | |
| 2 | 158 | 18.0% |
| 3 | 77 | 8.8% |
| 4 | 47 | 5.4% |
| 5 | 46 | 5.2% |
| 6 | 12 | 1.4% |
| Value | Count | Frequency (%) |
| 1 | 538 | |
| 2 | 158 | 18.0% |
| 3 | 77 | 8.8% |
| 4 | 47 | 5.4% |
| 5 | 46 | 5.2% |
| 6 | 12 | 1.4% |
| Value | Count | Frequency (%) |
| 6 | 12 | 1.4% |
| 5 | 46 | 5.2% |
| 4 | 47 | 5.4% |
| 3 | 77 | 8.8% |
| 2 | 158 | 18.0% |
| 1 | 538 |
Mortality
Categorical
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.7 KiB |
| 0 | |
|---|---|
| 1 | 35 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 843 | |
| 1 | 35 | 4.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 843 | |
| 1 | 35 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 843 | |
| 1 | 35 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 878 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 843 | |
| 1 | 35 | 4.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 878 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 843 | |
| 1 | 35 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 878 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 843 | |
| 1 | 35 | 4.0% |
Gender_cat
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.7 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 525 | |
| 0.0 | 353 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 525 | |
| 0.0 | 353 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1231 | |
| . | 878 | |
| 1 | 525 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2634 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1231 | |
| . | 878 | |
| 1 | 525 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2634 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1231 | |
| . | 878 | |
| 1 | 525 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2634 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1231 | |
| . | 878 | |
| 1 | 525 |
Age_cat
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 538 | |
| 1 | 340 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 538 | |
| 1 | 340 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 538 | |
| 1 | 340 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 878 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 538 | |
| 1 | 340 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 878 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 538 | |
| 1 | 340 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 878 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 538 | |
| 1 | 340 |
Diagnosis_cat
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.7 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | 30 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 551 | |
| 1.0 | 297 | |
| 2.0 | 30 | 3.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 551 | |
| 1.0 | 297 | |
| 2.0 | 30 | 3.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1429 | |
| . | 878 | |
| 1 | 297 | 11.3% |
| 2 | 30 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2634 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1429 | |
| . | 878 | |
| 1 | 297 | 11.3% |
| 2 | 30 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2634 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1429 | |
| . | 878 | |
| 1 | 297 | 11.3% |
| 2 | 30 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2634 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1429 | |
| . | 878 | |
| 1 | 297 | 11.3% |
| 2 | 30 | 1.1% |
Interactions
Correlations
| APACHE II | Age | Age_cat | Diagnosis | Diagnosis_cat | Gender | Gender_cat | Group | LOS-ICU | LymC | MPV | Mortality | NLCR | NeuC | PLTC | SOFA | WBCC | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| APACHE II | 1.000 | 0.570 | 0.457 | 0.397 | 0.397 | 0.062 | 0.062 | 0.452 | 0.450 | -0.223 | 0.098 | 0.666 | 0.054 | -0.215 | -0.173 | 0.547 | -0.214 |
| Age | 0.570 | 1.000 | 0.906 | 0.236 | 0.236 | 0.138 | 0.138 | 0.214 | 0.286 | -0.134 | 0.040 | 0.101 | -0.009 | -0.164 | 0.023 | 0.306 | -0.162 |
| Age_cat | 0.457 | 0.906 | 1.000 | 0.274 | 0.274 | 0.045 | 0.045 | 0.136 | 0.250 | 0.111 | 0.000 | 0.089 | 0.065 | 0.105 | 0.140 | 0.197 | 0.127 |
| Diagnosis | 0.397 | 0.236 | 0.274 | 1.000 | 1.000 | 0.000 | 0.000 | 0.380 | 0.372 | 0.039 | 0.116 | 0.244 | 0.169 | 0.107 | 0.115 | 0.294 | 0.093 |
| Diagnosis_cat | 0.397 | 0.236 | 0.274 | 1.000 | 1.000 | 0.000 | 0.000 | 0.380 | 0.372 | 0.039 | 0.116 | 0.244 | 0.169 | 0.107 | 0.115 | 0.294 | 0.093 |
| Gender | 0.062 | 0.138 | 0.045 | 0.000 | 0.000 | 1.000 | 0.998 | 0.000 | 0.041 | 0.038 | 0.080 | 0.000 | 0.055 | 0.064 | 0.099 | 0.028 | 0.044 |
| Gender_cat | 0.062 | 0.138 | 0.045 | 0.000 | 0.000 | 0.998 | 1.000 | 0.000 | 0.041 | 0.038 | 0.080 | 0.000 | 0.055 | 0.064 | 0.099 | 0.028 | 0.044 |
| Group | 0.452 | 0.214 | 0.136 | 0.380 | 0.380 | 0.000 | 0.000 | 1.000 | 0.346 | 0.164 | 0.000 | 0.241 | 0.000 | 0.117 | 0.174 | 0.244 | 0.112 |
| LOS-ICU | 0.450 | 0.286 | 0.250 | 0.372 | 0.372 | 0.041 | 0.041 | 0.346 | 1.000 | -0.075 | -0.012 | 0.198 | -0.008 | -0.113 | -0.026 | 0.446 | -0.104 |
| LymC | -0.223 | -0.134 | 0.111 | 0.039 | 0.039 | 0.038 | 0.038 | 0.164 | -0.075 | 1.000 | -0.086 | 0.000 | -0.618 | 0.460 | 0.475 | -0.113 | 0.555 |
| MPV | 0.098 | 0.040 | 0.000 | 0.116 | 0.116 | 0.080 | 0.080 | 0.000 | -0.012 | -0.086 | 1.000 | 0.107 | 0.031 | -0.051 | -0.373 | 0.122 | -0.057 |
| Mortality | 0.666 | 0.101 | 0.089 | 0.244 | 0.244 | 0.000 | 0.000 | 0.241 | 0.198 | 0.000 | 0.107 | 1.000 | 0.000 | 0.086 | 0.000 | 0.709 | 0.000 |
| NLCR | 0.054 | -0.009 | 0.065 | 0.169 | 0.169 | 0.055 | 0.055 | 0.000 | -0.008 | -0.618 | 0.031 | 0.000 | 1.000 | 0.355 | -0.109 | -0.066 | 0.244 |
| NeuC | -0.215 | -0.164 | 0.105 | 0.107 | 0.107 | 0.064 | 0.064 | 0.117 | -0.113 | 0.460 | -0.051 | 0.086 | 0.355 | 1.000 | 0.438 | -0.203 | 0.982 |
| PLTC | -0.173 | 0.023 | 0.140 | 0.115 | 0.115 | 0.099 | 0.099 | 0.174 | -0.026 | 0.475 | -0.373 | 0.000 | -0.109 | 0.438 | 1.000 | -0.215 | 0.473 |
| SOFA | 0.547 | 0.306 | 0.197 | 0.294 | 0.294 | 0.028 | 0.028 | 0.244 | 0.446 | -0.113 | 0.122 | 0.709 | -0.066 | -0.203 | -0.215 | 1.000 | -0.191 |
| WBCC | -0.214 | -0.162 | 0.127 | 0.093 | 0.093 | 0.044 | 0.044 | 0.112 | -0.104 | 0.555 | -0.057 | 0.000 | 0.244 | 0.982 | 0.473 | -0.191 | 1.000 |
Missing values
Sample
| Age | Gender | Diagnosis | APACHE II | SOFA | WBCC | NeuC | LymC | NLCR | PLTC | MPV | Group | LOS-ICU | Mortality | Gender_cat | Age_cat | Diagnosis_cat | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 46 | E | M | 7 | 0 | 14.92 | 11.91 | 2.12 | 5.617925 | 241 | 9.4 | 0 | 1 | 0 | 1.0 | 0 | 1.0 |
| 4 | 65 | E | EC | 14 | 0 | 8.18 | 7.15 | 0.41 | 17.439024 | 152 | 11.6 | 0 | 2 | 0 | 1.0 | 1 | 0.0 |
| 5 | 80 | E | M | 15 | 1 | 15.40 | 12.59 | 1.28 | 9.835938 | 280 | 11.0 | 1 | 1 | 0 | 1.0 | 1 | 1.0 |
| 6 | 23 | E | AC | 14 | 0 | 10.48 | 8.66 | 1.22 | 7.098361 | 176 | 10.0 | 0 | 1 | 0 | 1.0 | 0 | 2.0 |
| 7 | 53 | E | AC | 10 | 3 | 19.16 | 16.28 | 0.62 | 26.258065 | 280 | 10.8 | 0 | 1 | 0 | 1.0 | 0 | 2.0 |
| 8 | 81 | E | M | 11 | 0 | 15.31 | 13.58 | 1.20 | 11.316667 | 177 | 10.9 | 0 | 1 | 0 | 1.0 | 1 | 1.0 |
| 11 | 47 | E | EC | 5 | 0 | 5.16 | 4.49 | 0.25 | 17.960000 | 116 | 9.0 | 0 | 1 | 0 | 1.0 | 0 | 0.0 |
| 12 | 53 | E | EC | 7 | 6 | 5.03 | 4.52 | 0.33 | 13.696970 | 24 | 12.0 | 1 | 1 | 0 | 1.0 | 0 | 0.0 |
| 13 | 20 | E | M | 32 | 4 | 7.51 | 5.32 | 0.75 | 7.093333 | 233 | 9.6 | 0 | 3 | 0 | 1.0 | 0 | 1.0 |
| 14 | 63 | E | EC | 8 | 0 | 8.18 | 6.76 | 0.94 | 7.191489 | 208 | 9.6 | 0 | 1 | 0 | 1.0 | 1 | 0.0 |
| Age | Gender | Diagnosis | APACHE II | SOFA | WBCC | NeuC | LymC | NLCR | PLTC | MPV | Group | LOS-ICU | Mortality | Gender_cat | Age_cat | Diagnosis_cat | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1243 | 60 | K | EC | 10 | 2 | 5.61 | 5.23 | 0.23 | 22.739130 | 85 | 9.9 | 0 | 2 | 0 | 0.0 | 0 | 0.0 |
| 1245 | 40 | E | EC | 3 | 0 | 16.08 | 13.64 | 1.13 | 12.070796 | 203 | 9.3 | 0 | 1 | 0 | 1.0 | 0 | 0.0 |
| 1246 | 31 | K | EC | 7 | 2 | 8.07 | 6.64 | 0.58 | 11.448276 | 67 | 8.9 | 0 | 3 | 0 | 0.0 | 0 | 0.0 |
| 1248 | 52 | E | EC | 7 | 0 | 16.71 | 13.92 | 1.63 | 8.539877 | 160 | 10.6 | 0 | 1 | 0 | 1.0 | 0 | 0.0 |
| 1249 | 59 | E | EC | 10 | 2 | 5.75 | 4.82 | 0.46 | 10.478261 | 120 | 9.7 | 0 | 1 | 0 | 1.0 | 0 | 0.0 |
| 1251 | 27 | E | EC | 5 | 0 | 19.63 | 15.84 | 2.05 | 7.726829 | 194 | 8.8 | 0 | 1 | 0 | 1.0 | 0 | 0.0 |
| 1252 | 41 | E | EC | 7 | 2 | 3.35 | 2.88 | 0.30 | 9.600000 | 46 | 11.4 | 0 | 1 | 0 | 1.0 | 0 | 0.0 |
| 1253 | 63 | E | M | 14 | 6 | 9.80 | 8.32 | 0.76 | 10.947368 | 132 | 11.3 | 1 | 3 | 0 | 1.0 | 1 | 1.0 |
| 1254 | 60 | E | M | 24 | 8 | 5.06 | 4.38 | 0.49 | 8.938776 | 256 | 8.0 | 0 | 3 | 1 | 1.0 | 0 | 1.0 |
| 1256 | 31 | K | M | 16 | 5 | 8.40 | 6.69 | 0.76 | 8.802632 | 164 | 9.0 | 1 | 4 | 0 | 0.0 | 0 | 1.0 |